Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "140"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 140 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 43 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 41 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 140, Node N13:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459858 digital_ok 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 2.831650 12.573506 2.315003 9.919316 -0.065695 2.814059 -2.416120 2.984079 0.7316 0.0525 0.5296 2.794995 2.025535
2459857 digital_ok 100.00% 100.00% 100.00% 0.00% - - 29.623330 5.964915 1.138938 1.493115 18.099839 4.145425 14.815199 9.492543 0.0312 0.0318 0.0029 nan nan
2459856 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.061907 18.731267 22.717393 24.467114 6.587816 12.059502 4.420880 5.646922 0.0372 0.0367 0.0021 1.171296 1.170894
2459855 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.677302 18.406191 23.674207 25.280292 2.923850 4.304011 1.795371 2.206128 0.0373 0.0374 0.0020 1.167837 1.167738
2459854 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.687981 16.700589 18.139637 19.302509 4.008707 4.326448 3.636263 5.019011 0.0372 0.0379 0.0020 1.132882 1.130873
2459853 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.207145 16.323460 24.646633 26.761505 6.821126 10.747339 3.634891 4.816624 0.0385 0.0389 0.0021 1.142767 1.142614
2459852 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.867898 16.492330 25.361214 27.929151 15.511961 19.790187 16.798479 16.533953 0.0350 0.0339 0.0016 1.152293 1.151836
2459851 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.178151 21.500972 26.074392 29.909034 21.441886 43.448440 13.582477 21.778363 0.0409 0.0556 0.0139 1.178875 1.178941
2459850 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.531701 19.311910 22.571257 24.915821 10.226511 19.720237 6.846658 17.488235 0.0357 0.0381 0.0038 1.160506 1.157012
2459849 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.577476 17.891695 45.666189 49.318645 7.058481 12.784560 4.240140 7.155466 0.0380 0.0368 0.0021 1.162633 1.155352
2459848 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.223408 15.801272 28.949642 31.878264 14.278391 21.703260 2.039892 3.262989 0.0383 0.0379 0.0017 1.136798 1.136746
2459847 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.241340 18.211096 26.962525 30.039384 22.068197 28.475884 0.672324 0.985750 0.0350 0.0346 0.0015 1.168365 1.165280
2459845 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.880637 20.168537 38.457853 41.230885 10.082971 16.497656 1.374965 1.180978 0.0410 0.0423 0.0035 0.000000 0.000000
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - 14.183170 14.631803 3.845415 7.099261 2.557155 3.047855 5.395587 7.898878 0.0291 0.0263 0.0011 nan nan
2459843 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.908012 19.409155 18.673933 20.368408 64.527812 71.032170 0.149501 0.525965 0.0375 0.0381 0.0023 0.000000 0.000000
2459842 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.120548 13.412324 8.665089 9.939413 -0.140627 -0.661053 0.090971 0.448419 0.0367 0.0349 0.0032 1.268830 1.272673
2459841 digital_ok 100.00% 100.00% 100.00% 0.00% - - 14.434220 15.395414 2.678394 4.807848 3.404684 3.920465 1.849266 2.496990 0.0279 0.0259 0.0018 nan nan
2459839 digital_ok 0.00% - - - - - -0.062911 1.740709 0.096374 -0.634249 0.869313 2.912917 -0.645993 -0.325267 nan nan nan nan nan
2459838 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.351812 18.428674 21.826686 23.708461 19.621768 29.487852 0.991951 1.209727 0.0440 0.0497 0.0023 0.918141 0.923789
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0329 0.0312 0.0018 nan nan
2459835 digital_ok 0.00% 100.00% 100.00% 0.00% - - 2.448965 2.585855 2.104096 2.739772 0.337440 0.681731 1.070690 0.820855 0.0340 0.0312 0.0027 nan nan
2459833 digital_ok 100.00% 100.00% 100.00% 0.00% - - 6.526198 6.431720 2.436515 3.242122 2.162736 3.000142 1.718881 2.757386 0.0330 0.0279 0.0013 nan nan
2459832 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 28.540762 33.669358 24.503432 26.026191 13.719541 11.561816 0.907147 0.660228 0.0382 0.0393 0.0004 1.230523 1.225342
2459831 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.088687 1.716383 0.473218 -0.517377 -0.187023 0.479892 -0.429848 -0.194745 0.0382 0.0368 0.0036 nan nan
2459830 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 29.071257 32.600688 35.005514 37.035405 39.860615 36.070414 2.676849 2.472666 0.0394 0.0424 0.0015 1.182885 1.173044
2459829 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.287151 32.167252 28.494336 30.288581 28.738823 31.839754 3.258565 3.243401 0.0399 0.0437 0.0019 0.000000 0.000000
2459828 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.255251 27.511609 30.814057 32.398787 36.680908 33.295884 7.595239 6.932101 0.0410 0.0435 0.0020 1.141697 1.137341
2459827 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.928971 25.231115 34.565394 36.867929 24.582369 26.042044 -0.139313 -0.300666 0.0387 0.0426 0.0022 1.141990 1.135269
2459826 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.534772 24.760660 38.895767 40.714191 48.977231 45.139376 4.657574 4.572101 0.0390 0.0428 0.0023 0.000000 0.000000
2459825 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.362550 27.174695 30.946421 32.496176 27.580425 25.625017 -0.073296 -0.099785 0.0384 0.0405 0.0015 0.827616 0.832724
2459824 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.497918 18.216952 24.555772 26.370357 10.667677 19.073009 0.922918 0.882121 0.0387 0.0416 0.0011 0.867534 0.869005
2459823 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.265495 23.078012 46.285535 48.131411 34.331221 36.044470 24.975171 26.792219 0.0384 0.0419 0.0012 1.178492 1.165979
2459822 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.534190 24.814004 42.357081 44.308469 30.818561 29.527975 0.521775 0.190929 0.0392 0.0423 0.0019 1.118128 1.113902
2459821 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.320865 28.246389 43.348983 44.977451 26.242356 25.875684 -1.181718 -0.893017 0.0388 0.0421 0.0015 1.206502 1.201847
2459820 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.665037 24.044665 34.659657 36.889398 66.371697 68.676894 1.959660 2.313377 0.0441 0.0453 0.0004 1.152636 1.144070
2459817 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.460698 23.349760 42.176722 43.806467 36.311214 36.520179 0.876888 0.897147 0.0412 0.0436 0.0012 1.194319 1.201747
2459816 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.607250 19.147245 42.159904 44.535411 46.724815 45.345411 4.011357 4.258682 0.0421 0.0447 0.0009 1.160285 1.160214
2459815 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.991770 20.716518 46.099745 48.078683 47.514231 48.012702 7.733368 8.477660 0.0407 0.0429 0.0005 1.167177 1.156142
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 140: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Shape 12.573506 12.573506 2.831650 9.919316 2.315003 2.814059 -0.065695 2.984079 -2.416120

Antenna 140: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
140 N13 digital_ok ee Shape 29.623330 5.964915 29.623330 1.493115 1.138938 4.145425 18.099839 9.492543 14.815199

Antenna 140: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Power 24.467114 15.061907 18.731267 22.717393 24.467114 6.587816 12.059502 4.420880 5.646922

Antenna 140: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Power 25.280292 18.406191 15.677302 25.280292 23.674207 4.304011 2.923850 2.206128 1.795371

Antenna 140: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Power 19.302509 16.700589 15.687981 19.302509 18.139637 4.326448 4.008707 5.019011 3.636263

Antenna 140: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Power 26.761505 16.323460 13.207145 26.761505 24.646633 10.747339 6.821126 4.816624 3.634891

Antenna 140: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Power 27.929151 12.867898 16.492330 25.361214 27.929151 15.511961 19.790187 16.798479 16.533953

Antenna 140: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Temporal Variability 43.448440 10.178151 21.500972 26.074392 29.909034 21.441886 43.448440 13.582477 21.778363

Antenna 140: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Power 24.915821 12.531701 19.311910 22.571257 24.915821 10.226511 19.720237 6.846658 17.488235

Antenna 140: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Power 49.318645 14.577476 17.891695 45.666189 49.318645 7.058481 12.784560 4.240140 7.155466

Antenna 140: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Power 31.878264 15.801272 13.223408 31.878264 28.949642 21.703260 14.278391 3.262989 2.039892

Antenna 140: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Power 30.039384 18.211096 15.241340 30.039384 26.962525 28.475884 22.068197 0.985750 0.672324

Antenna 140: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Power 41.230885 20.168537 16.880637 41.230885 38.457853 16.497656 10.082971 1.180978 1.374965

Antenna 140: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Shape 14.631803 14.183170 14.631803 3.845415 7.099261 2.557155 3.047855 5.395587 7.898878

Antenna 140: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Temporal Variability 71.032170 19.409155 16.908012 20.368408 18.673933 71.032170 64.527812 0.525965 0.149501

Antenna 140: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Shape 13.412324 10.120548 13.412324 8.665089 9.939413 -0.140627 -0.661053 0.090971 0.448419

Antenna 140: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Shape 15.395414 14.434220 15.395414 2.678394 4.807848 3.404684 3.920465 1.849266 2.496990

Antenna 140: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Temporal Variability 2.912917 1.740709 -0.062911 -0.634249 0.096374 2.912917 0.869313 -0.325267 -0.645993

Antenna 140: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Temporal Variability 29.487852 18.428674 14.351812 23.708461 21.826686 29.487852 19.621768 1.209727 0.991951

Antenna 140: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Power 2.739772 2.585855 2.448965 2.739772 2.104096 0.681731 0.337440 0.820855 1.070690

Antenna 140: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
140 N13 digital_ok ee Shape 6.526198 6.431720 6.526198 3.242122 2.436515 3.000142 2.162736 2.757386 1.718881

Antenna 140: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Shape 33.669358 28.540762 33.669358 24.503432 26.026191 13.719541 11.561816 0.907147 0.660228

Antenna 140: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Shape 1.716383 0.088687 1.716383 0.473218 -0.517377 -0.187023 0.479892 -0.429848 -0.194745

Antenna 140: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
140 N13 digital_ok ee Temporal Variability 39.860615 29.071257 32.600688 35.005514 37.035405 39.860615 36.070414 2.676849 2.472666

Antenna 140: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Shape 32.167252 32.167252 26.287151 30.288581 28.494336 31.839754 28.738823 3.243401 3.258565

Antenna 140: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
140 N13 digital_ok ee Temporal Variability 36.680908 27.511609 24.255251 32.398787 30.814057 33.295884 36.680908 6.932101 7.595239

Antenna 140: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Power 36.867929 20.928971 25.231115 34.565394 36.867929 24.582369 26.042044 -0.139313 -0.300666

Antenna 140: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
140 N13 digital_ok ee Temporal Variability 48.977231 24.760660 22.534772 40.714191 38.895767 45.139376 48.977231 4.572101 4.657574

Antenna 140: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Power 32.496176 27.174695 25.362550 32.496176 30.946421 25.625017 27.580425 -0.099785 -0.073296

Antenna 140: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Power 26.370357 13.497918 18.216952 24.555772 26.370357 10.667677 19.073009 0.922918 0.882121

Antenna 140: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Power 48.131411 23.078012 23.265495 48.131411 46.285535 36.044470 34.331221 26.792219 24.975171

Antenna 140: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Power 44.308469 23.534190 24.814004 42.357081 44.308469 30.818561 29.527975 0.521775 0.190929

Antenna 140: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Power 44.977451 28.246389 26.320865 44.977451 43.348983 25.875684 26.242356 -0.893017 -1.181718

Antenna 140: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Temporal Variability 68.676894 19.665037 24.044665 34.659657 36.889398 66.371697 68.676894 1.959660 2.313377

Antenna 140: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Power 43.806467 22.460698 23.349760 42.176722 43.806467 36.311214 36.520179 0.876888 0.897147

Antenna 140: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
140 N13 digital_ok ee Temporal Variability 46.724815 19.147245 16.607250 44.535411 42.159904 45.345411 46.724815 4.258682 4.011357

Antenna 140: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Power 48.078683 20.716518 20.991770 48.078683 46.099745 48.012702 47.514231 8.477660 7.733368

Antenna 140: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 140: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: